!pip install stweet==2.0.0_rc1
Requirement already satisfied: stweet==2.0.0_rc1 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (2.0.0rc1)
Requirement already satisfied: pandas in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from stweet==2.0.0_rc1) (1.3.3)
Requirement already satisfied: arrow in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from stweet==2.0.0_rc1) (1.2.0)
Requirement already satisfied: retrying in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from stweet==2.0.0_rc1) (1.3.3)
Requirement already satisfied: requests in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from stweet==2.0.0_rc1) (2.26.0)
Requirement already satisfied: python-dateutil>=2.7.0 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from arrow->stweet==2.0.0_rc1) (2.8.2)
Requirement already satisfied: six>=1.5 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from python-dateutil>=2.7.0->arrow->stweet==2.0.0_rc1) (1.16.0)
Requirement already satisfied: pytz>=2017.3 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from pandas->stweet==2.0.0_rc1) (2021.1)
Requirement already satisfied: numpy>=1.17.3 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from pandas->stweet==2.0.0_rc1) (1.21.2)
Requirement already satisfied: certifi>=2017.4.17 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from requests->stweet==2.0.0_rc1) (2021.5.30)
Requirement already satisfied: idna<4,>=2.5 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from requests->stweet==2.0.0_rc1) (3.2)
Requirement already satisfied: charset-normalizer~=2.0.0 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from requests->stweet==2.0.0_rc1) (2.0.4)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from requests->stweet==2.0.0_rc1) (1.26.6)
import json
from pprint import pprint
with open("output_raw_search_tweets.jl", "r") as f:
data = []
for line in f:
parsed_line = json.loads(line)["raw_value"]
data.append({
'conversation_id': parsed_line["conversation_id"],
"created_at": parsed_line["created_at"],
"full_text": parsed_line["full_text"]
})
import pandas as pd
df = pd.DataFrame(data)
!pip install plotly
Requirement already satisfied: plotly in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (5.3.1)
Requirement already satisfied: tenacity>=6.2.0 in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from plotly) (8.0.1)
Requirement already satisfied: six in /Users/kamiltagowski/anaconda3/envs/amc/lib/python3.9/site-packages (from plotly) (1.16.0)
import plotly.express as px
df["event"] = 1
import numpy as np
df["created_at"] = df["created_at"].astype(np.datetime64)
df = df.groupby([pd.Grouper(key='created_at', freq='1h')]).count().reset_index()
fig = px.line(data_frame=df, x="created_at", y="event")
fig.update_xaxes(
rangeslider_visible=True,
rangeselector=dict(
buttons=list([
dict(count=1, label="1m", step="month", stepmode="backward"),
dict(count=6, label="6m", step="month", stepmode="backward"),
dict(count=1, label="YTD", step="year", stepmode="todate"),
dict(count=1, label="1y", step="year", stepmode="backward"),
dict(step="all")
])
)
)
fig.show()
import stweet as st
def try_search():
print('#####################')
print('### try_search start')
print('#####################')
search_tweets_task = st.SearchTweetsTask(all_words='#covid19')
output_jl_tweets = st.JsonLineFileRawOutput('output_raw_search_tweets.jl')
output_jl_users = st.JsonLineFileRawOutput('output_raw_search_users.jl')
output_print = st.PrintRawOutput()
st.TweetSearchRunner(search_tweets_task=search_tweets_task,
tweet_raw_data_outputs=[output_print, output_jl_tweets],
user_raw_data_outputs=[output_print, output_jl_users]).run()
print('#####################')
print('### try_search finish')
print('#####################')
def try_user_scrap():
print('#####################')
print('### try_user_scrap start')
print('#####################')
user_task = st.GetUsersTask(['iga_swiatek', 'ProtasiewiczJ'])
output_json = st.JsonLineFileRawOutput('output_raw_user.json')
output_print = st.PrintRawOutput()
st.GetUsersRunner(get_user_task=user_task, raw_data_outputs=[output_print, output_json]).run()
print('#####################')
print('### try_user_scrap finish')
print('#####################')
def try_tweet_by_id_scrap():
print('#####################')
print('### try_tweet_by_id_scrap start')
print('#####################')
id_task = st.TweetsByIdTask('1447348840164564994')
output_json = st.JsonLineFileRawOutput('output_raw_id.json')
output_print = st.PrintRawOutput()
st.TweetsByIdRunner(tweets_by_id_task=id_task,
raw_data_outputs=[output_print, output_json]).run()
print('#####################')
print('### try_tweet_by_id_scrap finish')
print('#####################')
try_search()
try_user_scrap()
try_tweet_by_id_scrap()
#####################
### try_search start
#####################
last_scrap_zero True is_cursor False
need_guest_token True
need_guest_token False
run request RequestDetails(http_method=<HttpMethod.POST: 2>, url='https://api.twitter.com/1.1/guest/activate.json', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA'}, params={}, timeout=20)
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/2/search/adaptive.json', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607857604272138'}, params={'include_profile_interstitial_type': '1', 'include_blocking': '1', 'include_blocked_by': '1', 'include_followed_by': '1', 'include_want_retweets': '1', 'include_mute_edge': '1', 'include_can_dm': '1', 'include_can_media_tag': '1', 'skip_status': '1', 'cards_platform': 'Web-12', 'include_cards': '1', 'include_ext_alt_text': 'true', 'include_quote_count': 'true', 'include_reply_count': '1', 'tweet_mode': 'extended', 'include_entities': 'true', 'include_user_entities': 'true', 'include_ext_media_color': 'true', 'include_ext_media_availability': 'true', 'send_error_codes': 'true', 'simple_quoted_tweet': 'true', 'q': '#covid19', 'count': 20, 'query_source': 'typed_query', 'pc': '1', 'spelling_corrections': '1', 'ext': 'mediaStats,highlightedLabel,voiceInfo'}, timeout=20)
200
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{"object_type": "TweetRaw", "download_datetime": "2021-10-14T13:13:22.752486+02:00", "raw_value": {"created_at": "Thu Oct 14 10:56:41 +0000 2021", "id": 1448603660922011653, "id_str": "1448603660922011653", "full_text": "Kronika czasu zarazy - dzie\u0144 14.10.2021\nLiczba nowych zakaze\u0144: 3000 (TRZY TYSI\u0104CE !)\nLiczba zgon\u00f3w: 60\n\nIV fala foliarzy i \"koronasceptyk\u00f3w\"\n\nNPS poleg\u0142 niczem Tupolew smole\u0144ski\nJeste\u015bmy w czarnej kaczej dudzie\n\n#COVID19 \n#KACZYSTAN", "truncated": false, "display_text_range": [0, 232], "entities": {"hashtags": [{"text": "COVID19", "indices": [212, 220]}, {"text": "KACZYSTAN", "indices": [222, 232]}], "symbols": [], "user_mentions": [], "urls": []}, "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>", "in_reply_to_status_id": null, "in_reply_to_status_id_str": null, "in_reply_to_user_id": null, "in_reply_to_user_id_str": null, "in_reply_to_screen_name": null, "user_id": 90516952, "user_id_str": "90516952", "geo": null, "coordinates": null, "place": null, "contributors": null, "is_quote_status": false, "retweet_count": 0, "favorite_count": 6, "reply_count": 0, "quote_count": 0, "conversation_id": 1448603660922011653, "conversation_id_str": "1448603660922011653", "favorited": false, "retweeted": false, "lang": "pl", "supplemental_language": null}}
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last_scrap_zero False is_cursor True
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/2/search/adaptive.json', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607857604272138'}, params={'include_profile_interstitial_type': '1', 'include_blocking': '1', 'include_blocked_by': '1', 'include_followed_by': '1', 'include_want_retweets': '1', 'include_mute_edge': '1', 'include_can_dm': '1', 'include_can_media_tag': '1', 'skip_status': '1', 'cards_platform': 'Web-12', 'include_cards': '1', 'include_ext_alt_text': 'true', 'include_quote_count': 'true', 'include_reply_count': '1', 'tweet_mode': 'extended', 'include_entities': 'true', 'include_user_entities': 'true', 'include_ext_media_color': 'true', 'include_ext_media_availability': 'true', 'send_error_codes': 'true', 'simple_quoted_tweet': 'true', 'q': '#covid19', 'count': 20, 'query_source': 'typed_query', 'pc': '1', 'spelling_corrections': '1', 'ext': 'mediaStats,highlightedLabel,voiceInfo', 'cursor': 'scroll: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'}, timeout=20)
200
last_scrap_zero True is_cursor True
#####################
### try_search finish
#####################
#####################
### try_user_scrap start
#####################
need_guest_token True
need_guest_token False
run request RequestDetails(http_method=<HttpMethod.POST: 2>, url='https://api.twitter.com/1.1/guest/activate.json', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA'}, params={}, timeout=20)
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/cYsDlVss-qimNYmNlb6inw/UserByScreenName', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607903078920194'}, params={'variables': '{"screen_name": "iga_swiatek", "withSafetyModeUserFields": true, "withSuperFollowsUserFields": true}'}, timeout=20)
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need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/cYsDlVss-qimNYmNlb6inw/UserByScreenName', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607903078920194'}, params={'variables': '{"screen_name": "ProtasiewiczJ", "withSafetyModeUserFields": true, "withSuperFollowsUserFields": true}'}, timeout=20)
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#####################
### try_user_scrap finish
#####################
#####################
### try_tweet_by_id_scrap start
#####################
is_cursor False last_scrapped_zero True
need_guest_token True
need_guest_token False
run request RequestDetails(http_method=<HttpMethod.POST: 2>, url='https://api.twitter.com/1.1/guest/activate.json', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA'}, params={}, timeout=20)
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true}'}, timeout=20)
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is_cursor True last_scrapped_zero False
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "QAAAAPAeHBlmjMC5tb6vgpYoiICzxduxgpYogoCy6bKmgpYogICz0cGRgpYohMCyoeSYGwDwAMC-3fKVgpYoJQISFQ4AAA"}'}, timeout=20)
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is_cursor True last_scrapped_zero False
need_guest_token True
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run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "_gAAAPAXHBn2G4SAuc2L-YKWKILAo5XE1YKWKIaAqfXvp4KWKITAuM2s34MJAFC58Y2WgyQAQr2Fvb8tAPAP-Yj6g5YojoCs1a65g5YoiMC5qYX1gpYojMC5tb6vSADwCMC58dXMgpYogIC51bbjgpYoiICzxduxPwBRgLLpsqYbAEGz0cGRGwBQubnZiIRsANGyoeSYgpYoioC5_e7BhwBQor2rz4NaANG-mfKWhJYogMCw4YD-hwBBvt3ylS0AQbL1v7l1AEK-1YvCPwBA-c6chJkA8Ai-tcHbgpYolMC9xZvTgpYoJQISFQ4AAA"}'}, timeout=20)
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need_guest_token True
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is_cursor True last_scrapped_zero False
need_guest_token True
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need_guest_token True
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is_cursor True last_scrapped_zero False
need_guest_token True
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need_guest_token True
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is_cursor True last_scrapped_zero False
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "HgIAAPANHBn2O4SAuc2L-YKWKILAo5XE1YKWKIaAqfXvpxIA8ACArN3LioeWKIbAvqnbroQSAPARssWD8YWWKJKAudmbuKCWKITAuM2s34OWKIDAvoGkiZoSAFC58Y2Wg1EA8Qi9hb2_gpYoiMC9tcuqk5YohICy7b6KhWwA0PmI-oOWKI6ArNWuuYMkAPAIuamF9YKWKIzAubW-r4KWKI7Avcn-2YtRAFCylbCNnYcA8Ae58dXMgpYoioCz9em6hJYogIC51bbjYwBRgLPF27G0AFCy6bKmghsAQbPRwZEbAEG5udmILQDgvenqkIWWKJDAsuGZ1Yy0AFC5_anChFoAUL2duvmS_ABRufW-sYR1ADGh5JhsAEC5_e7BmQBggLK52f6FGwBRor2rz4NsAEHdkuCFWgBAzdLuhr0AUL6Z8paENgBRqrHj3ZYbAEDlofGQ4QBQrLH8gJx1AEGw4YD-cQFBvt3ylWMAQbL1v7kSAOGwqYOmk5YoksC-2ciNny0AQPmmmJ4bAFC4tbf-kgkAULmFsaOJfgBRs9nemonhAEGhn_-IpwEx1YvCOwFRsvWci5q9AED5zpyEfgBAvrXB290BYsCoicqekCABwbKBhZYolMC9xZvTgrkB0KX7iZWWKCUCEhUOAAA"}'}, timeout=20)
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is_cursor True last_scrapped_zero False
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "OQIAAPANHBn2PoSAuc2L-YKWKILAo5XE1YKWKIaAqfXvpxIA8ACArN3LioeWKIbAvqnbroQSAPARssWD8YWWKJKAudmbuKCWKITAuM2s34OWKIDAvoGkiZoSAFC58Y2Wg1EA8Qi9hb2_gpYoiMC9tcuqk5YohICy7b6KhWwA0PmI-oOWKI6ArNWuuYMkAPAIuamF9YKWKIzAubW-r4KWKI7Avcn-2YtRAFCylbCNnYcA8Ae58dXMgpYoioCz9em6hJYogIC51bbjYwBRgLPF27G0AFCy6bKmghsAQbPRwZEbAEG5udmILQDgvenqkIWWKJDAsuGZ1Yy0AFC5_anChFoAUL2duvmS_ABRufW-sYR1ADGh5JhsAEC5_e7BmQBggLK52f6FGwBRor2rz4NsAEHdkuCFWgBAzdLuhr0AUL6Z8paENgBRqrHj3ZYbAEDlofGQ4QBQrLH8gJx1AEGw4YD-cQFBvt3ylWMAQbL1v7kSAFCwqYOmkyQA4b3pyNKiliiSwL7ZyI2fNgBA-aaYniQAULi1t_6SCQBQuYWxo4mHAFGz2d6aieoAQaGf_4iwATHVi8JEAVGy9ZyLmsYAMfnOnMIBULPB_qCikABAvrXB2-8BYsCoicqekDIBMLKBhRIA4bid4I6iliiUwL3Fm9OC1AHQpfuJlZYoJQISFQ4AAA"}'}, timeout=20)
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need_guest_token True
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is_cursor True last_scrapped_zero False
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "igIAAPEWHBn2R4SAuc2L-YKWKIKAvcmXuKiWKILAo5XE1YKWKIaAqfXvpxsA4Kzdy4qHliiGwL6p266EEgDwEbLFg_GFliiSgLnZm7igliiEwLjNrN-DliiAwL6BpImaEgBQufGNloNRAPEIvYW9v4KWKIjAvbXLqpOWKISAsu2-ioVsAND5iPqDliiOgKzVrrmDJABAuamF9XUAYMC4yfneolEA8AiyobGIqJYojMC5tb6vgpYojsC9yf7Zi2MAULKVsI2dmQDwB7nx1cyCliiKgLP16bqEliiAgLnVtuN1AFGAs8XbscYAULLpsqaCGwBBs9HBkRsAQbm52YgtAOC96eqQhZYokMCy4ZnVjHUAQbn9qcIbAFCz9dCto2MAUL2duvmSFwFRufW-sYR-AEGh5JiCLQBA4fzmp34A4Ln97sGCliiMgLK52f6FJABRor2rz4N-AEDdkuCFSABRsNXSp6N1AEDN0u6G2ABQvpnyloQ_AFGqsePdlhsAQOWh8ZAOAVCssfyAnGMAQbDhgP4XAUG-3fKV6gBBsvW_uRIAULCpg6aTJADgvenI0qKWKJLAvtnIjZ_PAFG-2dHnqD8AQfmmmJ5WAUH5n9KmCQBAtbf-kgkAULmFsaOJogBRs9nemokXAUGhn_-IuQFBubmFpfgBMdWLwnoBUbL1nIua6gAx-c6cCgJQs8H-oKKrAEC-tcHbNwJiwKiJyp6QaAEhsoHzAOG4neCOopYolMC9xZvTghwC0KX7iZWWKCUCEhUOAAA"}'}, timeout=20)
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is_cursor True last_scrapped_zero False
need_guest_token True
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need_guest_token True
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is_cursor True last_scrapped_zero False
need_guest_token True
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is_cursor True last_scrapped_zero False
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "EQMAAPAOHBn2VoSAuc2L-YKWKIKAvcmXuKiWKILAuJnE9akJANGjlcTVgpYohoCp9e-nJADgrN3LioeWKIbAvqnbroQSAPARssWD8YWWKJKAudmbuKCWKITAuM2s34OWKIDAvYWNmKoJAFC-gaSJmhsAULnxjZaDWgDxCL2Fvb-CliiIwL21y6qTliiEgLLtvoqFdQAx-Yj6PwDgo8Xi_6yWKI6ArNWuuYMtAFG5qYX1gqIA0Mn53qKWKIyAqu3e86wtAPAIsqGxiKiWKIzAubW-r4KWKI7Avcn-2Yt1AFCylbCNnRIAULjh2JqqvQDwB7nx1cyCliiKgLP16bqEliiAgLnVtuOQAGGAs8XbsYKQAEHJ_N-u4QBA6bKmgiQAQbPRwZEkAFG5udmIhC0AMLGx_-EA8ACAvenqkIWWKJDAsuGZ1YyQAEG5_anCWgBQs_XQraN1AFC9nbr5kk0BULn1vrGEYwBQvc3D4K1jAFCzncr6qTYAUbjN4PWptABBoeSYgkgAQOH85qerAFC5_e7BgvMAULK52f6FJABRor2rz4OiAEDdkuCFYwBRsNXSp6OQAEDN0u6GDgFQvpnyloQ_AFCqsePdliQAUbiF8ampJABA5aHxkIcAULmV---sXwFQrLH8gJx1AEGw4YD-aAFBvt3ylSkBQbL1v7mwAUCy1dfyFwFhwLCpg6aT5gHQ6cjSopYoksC-2ciNnwUBUb7Z0eeoSABB-aaYnrABQfmf0qYJAEC1t_6SCQBRuYWxo4n8AEHZ3pqJVgFBoZ__iBwCQbm5haVkAjHVi8LLAVGy9ZyLmgUBMfnOnHYCULPB_qCiTQFQs6241KuZAEC-tcHbrAJhwKiJyp6QJABC1cj3rrkBIbKBIAHhuJ3gjqKWKJTAvcWb04KRAtCl-4mVliglAhIVDgAA"}'}, timeout=20)
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is_cursor True last_scrapped_zero False
need_guest_token True
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need_guest_token True
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is_cursor True last_scrapped_zero False
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "YgMAAPAXHBn2X4SAuc2L-YKWKICAvYm1rrGWKIKAvcmXuKiWKILAuJnE9akJAOCjlcTVgpYohoCp9e-ngiQA4Kzdy4qHliiGwL6p266EEgDwEbLFg_GFliiSgLnZm7igliiEwLjNrN-DliiAwL2FjZiqCQBQvoGkiZobAFC58Y2Wg1oA8RG9hb2_gpYoiMC9tcuqk5YokIC9gYDqsJYohICy7b6KhX4AMfmI-kgA4KPF4v-sliiOgKzVrrmDNgBRuamF9YKrANDJ-d6iliiMgKrt3vOsLQDwCLKhsYioliiMwLm1vq-CliiOwL3J_tmLfgBQspWwjZ0SAFC44diaqsYA4Lnx1cyCliiKgLP16bqEDgFAudW245kAYYCzxduxgpAAQcn8367qADHpsqYyAUGz0cGRJABRubnZiIQtAEGxsf-qTQEx6eqQvQDguYHI_7GWKJDAsuGZ1YyZAEG5_anCYwBQs_XQraPzAFCy4Y7ur4cAUL2duvmSaAFQufW-sYR1AFC9zcPgrXUAULOdyvqpPwBRuM3g9anGAEGh5JiCUQBA4fzmp70AULn97sGCBQFQsrnZ_oUkAFGivavPg7QAQN2S4IVjAFGw1dKno6IAQM3S7oYgAVC-mfKWhD8AUKqx492WVgFQqPXWobAtAFG4hfGpqS0AQOWh8ZCQAFC5lfvvrCQAUayx_ICcbABA2dCjsYcAQrDhgP5EATD5r78pAVHAvt3ylRIAQbL1v7nmAUGy1dfyGwBRsKmDppMgAUHBso-yJQLQ6cjSopYoksC-2ciNnzIBUb7Z0eeoWgBB-aaYnuYBQfmf0qYJAEG1t_6S5gFB9aihr0gAQYWxo4kpAUHZ3pqJlQFBoZ__iGQCQbm5haWsAjHVi8IKAlGy9ZyLmjIBMfnOnL4CULPB_qCiegFQs6241KurAEC-tcHb9AJhwKiJyp6QJABC1cj3rvgBIbKBTQHhuJ3gjqKWKJTAvcWb04LZAtCl-4mVliglAhIVDgAA"}'}, timeout=20)
{"object_type": "UserRaw", "download_datetime": "2021-10-14T13:13:50.801133+02:00", "raw_value": {"__typename": "Tweet", "rest_id": "1447454972673671170", "has_birdwatch_notes": false, "core": {"user_results": {"result": {"__typename": "User", "id": "VXNlcjoxMzkyNzMzNDkzNTA4MTE2NDgw", "rest_id": "1392733493508116480", "affiliates_highlighted_label": {}, "legacy": {"created_at": "Thu May 13 06:48:49 +0000 2021", "default_profile": true, "default_profile_image": false, "description": "Cryptocurrency enthusiast \ud83d\ude80\ud83d\ude80\ud83d\ude80 |\n\nAmateur football player \u26bd\ufe0f", "entities": {"description": {"urls": []}}, "fast_followers_count": 0, "favourites_count": 500, "followers_count": 21, "friends_count": 66, "has_custom_timelines": false, "is_translator": false, "listed_count": 0, "location": "", "media_count": 10, "name": "Piotr", "normal_followers_count": 21, "pinned_tweet_ids_str": [], "profile_banner_extensions": {"mediaColor": {"r": {"ok": {"palette": [{"percentage": 93.88, "rgb": {"blue": 25, "green": 14, "red": 5}}, {"percentage": 3.54, "rgb": {"blue": 83, "green": 50, "red": 6}}, {"percentage": 0.98, "rgb": {"blue": 75, "green": 81, "red": 119}}, {"percentage": 0.58, "rgb": {"blue": 57, "green": 123, "red": 201}}, {"percentage": 0.13, "rgb": {"blue": 50, "green": 138, "red": 245}}]}}}}, "profile_banner_url": "https://pbs.twimg.com/profile_banners/1392733493508116480/1622015412", "profile_image_extensions": {"mediaColor": {"r": {"ok": {"palette": [{"percentage": 33.05, "rgb": {"blue": 211, "green": 193, "red": 173}}, {"percentage": 22.15, "rgb": {"blue": 66, "green": 74, "red": 91}}, {"percentage": 14.04, "rgb": {"blue": 145, "green": 52, "red": 10}}, {"percentage": 7.78, "rgb": {"blue": 226, "green": 183, "red": 126}}, {"percentage": 6.77, "rgb": {"blue": 137, "green": 170, "red": 197}}]}}}}, "profile_image_url_https": "https://pbs.twimg.com/profile_images/1401480719906529283/djNS2pbW_normal.jpg", "profile_interstitial_type": "", "protected": false, "screen_name": "Piotr39366877", "statuses_count": 255, "translator_type": "none", "verified": false, "withheld_in_countries": []}, "super_follow_eligible": false, "super_followed_by": false, "super_following": false}}}, "legacy": {"created_at": "Mon Oct 11 06:52:12 +0000 2021", "conversation_id_str": "1447348840164564994", "display_text_range": [79, 130], "entities": {"user_mentions": [{"id_str": "1087289365544534016", "name": "Iga \u015awi\u0105tek", "screen_name": "iga_swiatek", "indices": [0, 12]}, {"id_str": "17158140", "name": "wta", "screen_name": "WTA", "indices": [13, 17]}, {"id_str": "1252575285293260800", "name": "Xiaomi Polska", "screen_name": "XiaomiPL", "indices": [18, 27]}, {"id_str": "603617274", "name": "Grupa PZU", "screen_name": "GrupaPZU", "indices": [28, 37]}, {"id_str": "3111250452", "name": "ASICS Tennis", "screen_name": "ASICSTennis", "indices": [38, 50]}, {"id_str": "30017071", "name": "BNP Paribas Open", "screen_name": "BNPPARIBASOPEN", "indices": [51, 66]}, {"id_str": "64391043", "name": "Tecnifibre", "screen_name": "tecnifibre", "indices": [67, 78]}], "urls": [], "hashtags": [], "symbols": []}, "favorite_count": 1, "favorited": false, "full_text": "@iga_swiatek @WTA @XiaomiPL @GrupaPZU @ASICSTennis @BNPPARIBASOPEN @tecnifibre Brawo, \u015bwietny mecz i postawa godna na\u015bladowania \ud83d\udc4d\ud83d\udc4f", "in_reply_to_screen_name": "iga_swiatek", "in_reply_to_status_id_str": "1447348840164564994", "in_reply_to_user_id_str": "1087289365544534016", "is_quote_status": false, "lang": "pl", "quote_count": 0, "reply_count": 0, "retweet_count": 0, "retweeted": false, "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>", "user_id_str": "1392733493508116480", "id_str": "1447454972673671170"}}}
{"object_type": "UserRaw", "download_datetime": "2021-10-14T13:13:50.801335+02:00", "raw_value": {"__typename": "Tweet", "rest_id": "1447457352219774977", "has_birdwatch_notes": false, "core": {"user_results": {"result": {"__typename": "User", "id": "VXNlcjoxMzgwNTcxNDA0MTk0NzU0NTY2", "rest_id": "1380571404194754566", "affiliates_highlighted_label": {}, "legacy": {"created_at": "Fri Apr 09 17:21:06 +0000 2021", "default_profile": true, "default_profile_image": true, "description": "Weso\u0142a Staruszka", "entities": {"description": {"urls": []}}, "fast_followers_count": 0, "favourites_count": 1, "followers_count": 0, "friends_count": 27, "has_custom_timelines": false, "is_translator": false, "listed_count": 0, "location": "", "media_count": 0, "name": "barbara", "normal_followers_count": 0, "pinned_tweet_ids_str": [], "profile_image_url_https": "https://abs.twimg.com/sticky/default_profile_images/default_profile_normal.png", "profile_interstitial_type": "", "protected": false, "screen_name": "barbara27416991", "statuses_count": 4, "translator_type": "none", "verified": false, "withheld_in_countries": []}, "super_follow_eligible": false, "super_followed_by": false, "super_following": false}}}, "legacy": {"created_at": "Mon Oct 11 07:01:39 +0000 2021", "conversation_id_str": "1447348840164564994", "display_text_range": [79, 86], "entities": {"user_mentions": [{"id_str": "1087289365544534016", "name": "Iga \u015awi\u0105tek", "screen_name": "iga_swiatek", "indices": [0, 12]}, {"id_str": "17158140", "name": "wta", "screen_name": "WTA", "indices": [13, 17]}, {"id_str": "1252575285293260800", "name": "Xiaomi Polska", "screen_name": "XiaomiPL", "indices": [18, 27]}, {"id_str": "603617274", "name": "Grupa PZU", "screen_name": "GrupaPZU", "indices": [28, 37]}, {"id_str": "3111250452", "name": "ASICS Tennis", "screen_name": "ASICSTennis", "indices": [38, 50]}, {"id_str": "30017071", "name": "BNP Paribas Open", "screen_name": "BNPPARIBASOPEN", "indices": [51, 66]}, {"id_str": "64391043", "name": "Tecnifibre", "screen_name": "tecnifibre", "indices": [67, 78]}], "urls": [], "hashtags": [], "symbols": []}, "favorite_count": 0, "favorited": false, "full_text": "@iga_swiatek @WTA @XiaomiPL @GrupaPZU @ASICSTennis @BNPPARIBASOPEN @tecnifibre Brawo \ud83d\ude0d", "in_reply_to_screen_name": "iga_swiatek", "in_reply_to_status_id_str": "1447348840164564994", "in_reply_to_user_id_str": "1087289365544534016", "is_quote_status": false, "lang": "pl", "quote_count": 0, "reply_count": 0, "retweet_count": 0, "retweeted": false, "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>", "user_id_str": "1380571404194754566", "id_str": "1447457352219774977"}}}
{"object_type": "UserRaw", "download_datetime": "2021-10-14T13:13:50.801503+02:00", "raw_value": {"__typename": "Tweet", "rest_id": "1447458526079733761", "has_birdwatch_notes": false, "core": {"user_results": {"result": {"__typename": "User", "id": "VXNlcjo5NTMyMDExMzM5MjkwMjk2MzI=", "rest_id": "953201133929029632", "affiliates_highlighted_label": {}, "legacy": {"created_at": "Tue Jan 16 09:43:54 +0000 2018", "default_profile": true, "default_profile_image": false, "description": "Love travel, sun, sea, people", "entities": {"description": {"urls": []}}, "fast_followers_count": 0, "favourites_count": 58799, "followers_count": 354, "friends_count": 306, "has_custom_timelines": true, "is_translator": false, "listed_count": 6, "location": "", "media_count": 193, "name": "Kate", "normal_followers_count": 354, "pinned_tweet_ids_str": ["1100089645742858241"], "profile_image_extensions": {"mediaColor": {"r": {"ok": {"palette": [{"percentage": 53.63, "rgb": {"blue": 223, "green": 171, "red": 121}}, {"percentage": 26.76, "rgb": {"blue": 151, "green": 147, "red": 137}}, {"percentage": 10.43, "rgb": {"blue": 44, "green": 45, "red": 41}}, {"percentage": 2.44, "rgb": {"blue": 174, "green": 153, "red": 75}}, {"percentage": 1.43, "rgb": {"blue": 62, "green": 96, "red": 91}}]}}}}, "profile_image_url_https": "https://pbs.twimg.com/profile_images/953313546523283462/c5FexxoX_normal.jpg", "profile_interstitial_type": "", "protected": false, "screen_name": "KateBT15", "statuses_count": 13196, "translator_type": "none", "verified": false, "withheld_in_countries": []}, "super_follow_eligible": false, "super_followed_by": false, "super_following": false}}}, "legacy": {"created_at": "Mon Oct 11 07:06:19 +0000 2021", "conversation_id_str": "1447348840164564994", "display_text_range": [79, 82], "entities": {"user_mentions": [{"id_str": "1087289365544534016", "name": "Iga \u015awi\u0105tek", "screen_name": "iga_swiatek", "indices": [0, 12]}, {"id_str": "17158140", "name": "wta", "screen_name": "WTA", "indices": [13, 17]}, {"id_str": "1252575285293260800", "name": "Xiaomi Polska", "screen_name": "XiaomiPL", "indices": [18, 27]}, {"id_str": "603617274", "name": "Grupa PZU", "screen_name": "GrupaPZU", "indices": [28, 37]}, {"id_str": "3111250452", "name": "ASICS Tennis", "screen_name": "ASICSTennis", "indices": [38, 50]}, {"id_str": "30017071", "name": "BNP Paribas Open", "screen_name": "BNPPARIBASOPEN", "indices": [51, 66]}, {"id_str": "64391043", "name": "Tecnifibre", "screen_name": "tecnifibre", "indices": [67, 78]}], "urls": [], "hashtags": [], "symbols": []}, "favorite_count": 0, "favorited": false, "full_text": "@iga_swiatek @WTA @XiaomiPL @GrupaPZU @ASICSTennis @BNPPARIBASOPEN @tecnifibre \ud83d\udcaa\ud83d\udc9c\ud83c\udf08", "in_reply_to_screen_name": "iga_swiatek", "in_reply_to_status_id_str": "1447348840164564994", "in_reply_to_user_id_str": "1087289365544534016", "is_quote_status": false, "lang": "und", "quote_count": 0, "reply_count": 0, "retweet_count": 0, "retweeted": false, "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>", "user_id_str": "953201133929029632", "id_str": "1447458526079733761"}}}
is_cursor True last_scrapped_zero False
need_guest_token True
run request RequestDetails(http_method=<HttpMethod.GET: 1>, url='https://twitter.com/i/api/graphql/kUnCMgMYZCR8GyRZz76IQg/TweetDetail', headers={'Authorization': 'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA', 'x-guest-token': '1448607906950168577'}, params={'variables': '{"focalTweetId": "1447348840164564994", "with_rux_injections": true, "includePromotedContent": true, "withCommunity": true, "withTweetQuoteCount": true, "withBirdwatchNotes": true, "withSuperFollowsUserFields": true, "withUserResults": true, "withBirdwatchPivots": true, "withReactionsMetadata": true, "withReactionsPerspective": true, "withSuperFollowsTweetFields": true, "withVoice": true, "cursor": "fQMAAPAXHBn2YoSAuc2L-YKWKICAvYm1rrGWKIKAvcmXuKiWKILAuJnE9akJAOCjlcTVgpYohoCp9e-ngiQA4Kzdy4qHliiGwL6p266EEgDwEbLFg_GFliiSgLnZm7igliiEwLjNrN-DliiAwL2FjZiqCQBQvoGkiZobAFC58Y2Wg1oA8RG9hb2_gpYoiMC9tcuqk5YokIC9gYDqsJYohICy7b6KhX4AMfmI-kgA4KPF4v-sliiOgKzVrrmDNgBRuamF9YKrANDJ-d6iliiMgKrt3vOsLQDwCLKhsYioliiMwLm1vq-CliiOwL3J_tmLLQBQsqnfsrOHAFCylbCNnRsAULjh2JqqzwDgufHVzIKWKIqAs_XpuoQXAUC51bbjogBhgLPF27GCmQBByfzfrvMAMemypjsBQbPRwZEkAFG5udmIhC0AQbGx_6pWATHp6pDGAOC5gcj_sZYokMCy4ZnVjKIAQbn9qcJjAFCz9dCto_wAULLhju6vhwBQvZ26-ZJxAVC59b6xhHUAUL3Nw-CtdQBBs53K-pUBUL6hifezSABRuM3g9anPAEGh5JiCWgBA4fzmp8YAULn97sGCFwFQsrnZ_oUkAFGivavPg70AQN2S4IVsAFGw1dKno6sAQM3S7oYyAVC-mfKWhD8AUKqx492WaAFQqPXWobAtAFG4hfGpqS0AQOWh8ZCZAFC5lfvvrCQAUayx_ICcbABA2dCjsYcAQrDhgP5NAUH5r7-utAAx3fKVEgBBsvW_ufgBQbLV1_IbAFGwqYOmkykBQcGyj7I3AtDpyNKiliiSwL7ZyI2fOwFRvtnR56haAEH5ppie-AFB-Z_SpgkAQbW3_pL4AUH1qKGvSABBhbGjibABQameqLI7AUHZ3pqJpwFBoZ__iH8CQbm5haXHAjHVi8IlAlGy9ZyLmjsBMfnOnNkCULPB_qCijAFQs6241Ku0AEC-tcHbDwNhwKiJyp6QJABC1cj3rgoCIbKBVgHhuJ3gjqKWKJTAvcWb04L0AtCl-4mVliglAhIVDgAA"}'}, timeout=20)
---------------------------------------------------------------------------
KeyboardInterrupt Traceback (most recent call last)
/var/folders/w8/659k99kn2x95s2mmypvk7rjr0000gn/T/ipykernel_82408/897969754.py in <module>
47 try_search()
48 try_user_scrap()
---> 49 try_tweet_by_id_scrap()
/var/folders/w8/659k99kn2x95s2mmypvk7rjr0000gn/T/ipykernel_82408/897969754.py in try_tweet_by_id_scrap()
38 output_json = st.JsonLineFileRawOutput('output_raw_id.json')
39 output_print = st.PrintRawOutput()
---> 40 st.TweetsByIdRunner(tweets_by_id_task=id_task,
41 raw_data_outputs=[output_print, output_json]).run()
42 print('#####################')
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/tweets_by_ids_runner/tweets_by_id_runner.py in run(self)
50 """Main search_runner method."""
51 while not self._is_end_of_scrapping():
---> 52 self._execute_next_tweets_request()
53 return TweetsByIdResult(self.tweets_by_id_context.all_download_tweets_count)
54
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/tweets_by_ids_runner/tweets_by_id_runner.py in _execute_next_tweets_request(self)
62 def _execute_next_tweets_request(self):
63 request_params = self._get_next_request_details()
---> 64 response = self.web_client.run_request(request_params)
65 if response.is_success():
66 parsed_list = get_all_tweets_from_json(response.text)
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/http_request/web_client.py in run_request(self, requests_details)
29 def run_request(self, requests_details: RequestDetails) -> RequestResponse:
30 """Method process the request. Method wrap request with interceptors."""
---> 31 return _run_request_with_interceptors(requests_details, self._interceptors, self)
32
33 @abstractmethod
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/http_request/web_client.py in _run_request_with_interceptors(requests_details, next_interceptors, web_client)
14 web_client: WebClient
15 ) -> RequestResponse:
---> 16 return next_interceptors[0].intercept(requests_details, next_interceptors[1:], web_client) if len(
17 next_interceptors) > 0 else web_client.run_clear_request(requests_details)
18
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/twitter_api/twitter_auth_web_client_interceptor.py in intercept(self, requests_details, next_interceptors, web_client)
81 self._call_for_new_auth_request(web_client)
82 self._add_guest_token(requests_details, web_client)
---> 83 response = self.get_response(requests_details, next_interceptors, web_client)
84 tries_counter = tries_counter + 1
85
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/http_request/web_client.py in get_response(requests_details, next_interceptors, web_client)
45 ) -> RequestResponse:
46 """Method process request. If any interceptor passes method wrap request with this."""
---> 47 return _run_request_with_interceptors(requests_details, next_interceptors, web_client)
48
49 @abstractmethod
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/http_request/web_client.py in _run_request_with_interceptors(requests_details, next_interceptors, web_client)
15 ) -> RequestResponse:
16 return next_interceptors[0].intercept(requests_details, next_interceptors[1:], web_client) if len(
---> 17 next_interceptors) > 0 else web_client.run_clear_request(requests_details)
18
19
~/anaconda3/envs/amc/lib/python3.9/site-packages/stweet/http_request/requests/requests_web_client.py in run_clear_request(self, params)
36 print(f'run request {params}')
37 session = requests.Session()
---> 38 response = session.request(
39 method=params.http_method.name,
40 url=params.url,
~/anaconda3/envs/amc/lib/python3.9/site-packages/requests/sessions.py in request(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)
540 }
541 send_kwargs.update(settings)
--> 542 resp = self.send(prep, **send_kwargs)
543
544 return resp
~/anaconda3/envs/amc/lib/python3.9/site-packages/requests/sessions.py in send(self, request, **kwargs)
653
654 # Send the request
--> 655 r = adapter.send(request, **kwargs)
656
657 # Total elapsed time of the request (approximately)
~/anaconda3/envs/amc/lib/python3.9/site-packages/requests/adapters.py in send(self, request, stream, timeout, verify, cert, proxies)
437 try:
438 if not chunked:
--> 439 resp = conn.urlopen(
440 method=request.method,
441 url=url,
~/anaconda3/envs/amc/lib/python3.9/site-packages/urllib3/connectionpool.py in urlopen(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)
697
698 # Make the request on the httplib connection object.
--> 699 httplib_response = self._make_request(
700 conn,
701 method,
~/anaconda3/envs/amc/lib/python3.9/site-packages/urllib3/connectionpool.py in _make_request(self, conn, method, url, timeout, chunked, **httplib_request_kw)
443 # Python 3 (including for exceptions like SystemExit).
444 # Otherwise it looks like a bug in the code.
--> 445 six.raise_from(e, None)
446 except (SocketTimeout, BaseSSLError, SocketError) as e:
447 self._raise_timeout(err=e, url=url, timeout_value=read_timeout)
~/anaconda3/envs/amc/lib/python3.9/site-packages/urllib3/packages/six.py in raise_from(value, from_value)
~/anaconda3/envs/amc/lib/python3.9/site-packages/urllib3/connectionpool.py in _make_request(self, conn, method, url, timeout, chunked, **httplib_request_kw)
438 # Python 3
439 try:
--> 440 httplib_response = conn.getresponse()
441 except BaseException as e:
442 # Remove the TypeError from the exception chain in
~/anaconda3/envs/amc/lib/python3.9/http/client.py in getresponse(self)
1369 try:
1370 try:
-> 1371 response.begin()
1372 except ConnectionError:
1373 self.close()
~/anaconda3/envs/amc/lib/python3.9/http/client.py in begin(self)
317 # read until we get a non-100 response
318 while True:
--> 319 version, status, reason = self._read_status()
320 if status != CONTINUE:
321 break
~/anaconda3/envs/amc/lib/python3.9/http/client.py in _read_status(self)
278
279 def _read_status(self):
--> 280 line = str(self.fp.readline(_MAXLINE + 1), "iso-8859-1")
281 if len(line) > _MAXLINE:
282 raise LineTooLong("status line")
~/anaconda3/envs/amc/lib/python3.9/socket.py in readinto(self, b)
702 while True:
703 try:
--> 704 return self._sock.recv_into(b)
705 except timeout:
706 self._timeout_occurred = True
~/anaconda3/envs/amc/lib/python3.9/ssl.py in recv_into(self, buffer, nbytes, flags)
1239 "non-zero flags not allowed in calls to recv_into() on %s" %
1240 self.__class__)
-> 1241 return self.read(nbytes, buffer)
1242 else:
1243 return super().recv_into(buffer, nbytes, flags)
~/anaconda3/envs/amc/lib/python3.9/ssl.py in read(self, len, buffer)
1097 try:
1098 if buffer is not None:
-> 1099 return self._sslobj.read(len, buffer)
1100 else:
1101 return self._sslobj.read(len)
KeyboardInterrupt:
Plotly express¶
df.groupby([pd.Grouper(key='created_at', freq='1h')]).count()
Plotly GO¶
fig = px.box(
df[df.metric_name == "l2_ref_nodes_distance"],
y="value",
x="snapshot",
points="all",
hover_data=["run"],
title="L2 Ref nodes distance on last epoch",
)
from typing import List, Optional, Tuple, Union
import numpy as np
import pandas as pd
import plotly
import plotly.graph_objs as go
def plot_loss_plot(
df: pd.DataFrame,
x_col: str,
y_mean_col: Union[str, Tuple[str, str]],
y_std_col: Union[str, Tuple[str, str]],
title: str,
cmap: Optional[List[str]] = plotly.colors.qualitative.Set1,
) -> go.Figure:
def add_plotly_line(sub_df: pd.DataFrame, label: str, color: str):
fig.add_scatter(
name=label,
x=sub_df[x_col],
y=sub_df[y_mean_col],
mode="lines",
line=dict(color=color),
legendgroup=label,
)
fig.add_scatter(
name=label,
x=sub_df[x_col],
y=sub_df[y_mean_col] + sub_df[y_std_col],
mode="lines",
line=dict(width=0),
showlegend=False,
legendgroup=label,
hoverinfo="skip",
)
fig.add_scatter(
name=label,
x=sub_df[x_col],
y=sub_df[y_mean_col] - sub_df[y_std_col],
line=dict(width=0),
mode="lines",
fillcolor=color.replace("rgb", "rgba").replace(")", ",0.3)"),
fill="tonexty",
showlegend=False,
hoverinfo="skip",
legendgroup=label,
marker={"colorscale": "Viridis"},
)
fig = go.Figure()
for snap_idx, snapshot_df in df.groupby(level=0):
snap_idx_label = f"{snap_idx}"
if not str(snap_idx).isnumeric():
snap_idx_label = snap_idx
snap_idx = 0
snap_idx: int = int(snap_idx)
snapshot_df = snapshot_df.reset_index()
add_plotly_line(
sub_df=snapshot_df,
label=f"Snapshot {snap_idx_label}",
color=cmap[snap_idx % len(cmap)],
)
epoch_num = df.reset_index().epoch.max()
fig.update_layout(
xaxis=dict(
tickmode="array",
tickvals=np.arange(0, epoch_num + 1),
ticktext=np.arange(0, epoch_num + 1),
),
yaxis_title="Loss",
xaxis_title="Epoch",
title=title,
hovermode="x",
)
return fig